{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 新手教程—收益率计算"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "以下内容主要介绍收益率计算"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1 收益率计算"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#导入需要的程序包\n",
    "import pandas as pd\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>000998.XSHE</th>\n",
       "      <th>002041.XSHE</th>\n",
       "      <th>002772.XSHE</th>\n",
       "      <th>300087.XSHE</th>\n",
       "      <th>300189.XSHE</th>\n",
       "      <th>300511.XSHE</th>\n",
       "      <th>600108.XSHG</th>\n",
       "      <th>600313.XSHG</th>\n",
       "      <th>600354.XSHG</th>\n",
       "      <th>600359.XSHG</th>\n",
       "      <th>600371.XSHG</th>\n",
       "      <th>600506.XSHG</th>\n",
       "      <th>600540.XSHG</th>\n",
       "      <th>600598.XSHG</th>\n",
       "      <th>601118.XSHG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2015-01-05</th>\n",
       "      <td>19.44</td>\n",
       "      <td>12.71</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.00</td>\n",
       "      <td>2.71</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.51</td>\n",
       "      <td>4.50</td>\n",
       "      <td>8.81</td>\n",
       "      <td>10.92</td>\n",
       "      <td>10.55</td>\n",
       "      <td>11.33</td>\n",
       "      <td>6.28</td>\n",
       "      <td>9.34</td>\n",
       "      <td>8.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-06</th>\n",
       "      <td>19.84</td>\n",
       "      <td>12.92</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.13</td>\n",
       "      <td>2.78</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.75</td>\n",
       "      <td>4.62</td>\n",
       "      <td>8.75</td>\n",
       "      <td>11.08</td>\n",
       "      <td>10.72</td>\n",
       "      <td>11.62</td>\n",
       "      <td>6.39</td>\n",
       "      <td>9.65</td>\n",
       "      <td>9.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-07</th>\n",
       "      <td>19.68</td>\n",
       "      <td>12.85</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.08</td>\n",
       "      <td>2.76</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.98</td>\n",
       "      <td>4.70</td>\n",
       "      <td>8.85</td>\n",
       "      <td>11.07</td>\n",
       "      <td>10.70</td>\n",
       "      <td>11.54</td>\n",
       "      <td>6.37</td>\n",
       "      <td>9.68</td>\n",
       "      <td>9.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-08</th>\n",
       "      <td>20.22</td>\n",
       "      <td>13.03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.18</td>\n",
       "      <td>2.77</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.77</td>\n",
       "      <td>4.74</td>\n",
       "      <td>8.89</td>\n",
       "      <td>11.12</td>\n",
       "      <td>10.76</td>\n",
       "      <td>11.81</td>\n",
       "      <td>6.39</td>\n",
       "      <td>9.70</td>\n",
       "      <td>8.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-09</th>\n",
       "      <td>19.86</td>\n",
       "      <td>12.87</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.06</td>\n",
       "      <td>2.72</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.41</td>\n",
       "      <td>4.59</td>\n",
       "      <td>8.60</td>\n",
       "      <td>10.80</td>\n",
       "      <td>10.47</td>\n",
       "      <td>11.73</td>\n",
       "      <td>6.30</td>\n",
       "      <td>9.58</td>\n",
       "      <td>8.61</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            000998.XSHE  002041.XSHE  002772.XSHE  300087.XSHE  300189.XSHE  \\\n",
       "2015-01-05        19.44        12.71          NaN         4.00         2.71   \n",
       "2015-01-06        19.84        12.92          NaN         4.13         2.78   \n",
       "2015-01-07        19.68        12.85          NaN         4.08         2.76   \n",
       "2015-01-08        20.22        13.03          NaN         4.18         2.77   \n",
       "2015-01-09        19.86        12.87          NaN         4.06         2.72   \n",
       "\n",
       "            300511.XSHE  600108.XSHG  600313.XSHG  600354.XSHG  600359.XSHG  \\\n",
       "2015-01-05          NaN         9.51         4.50         8.81        10.92   \n",
       "2015-01-06          NaN         9.75         4.62         8.75        11.08   \n",
       "2015-01-07          NaN         9.98         4.70         8.85        11.07   \n",
       "2015-01-08          NaN         9.77         4.74         8.89        11.12   \n",
       "2015-01-09          NaN         9.41         4.59         8.60        10.80   \n",
       "\n",
       "            600371.XSHG  600506.XSHG  600540.XSHG  600598.XSHG  601118.XSHG  \n",
       "2015-01-05        10.55        11.33         6.28         9.34         8.88  \n",
       "2015-01-06        10.72        11.62         6.39         9.65         9.15  \n",
       "2015-01-07        10.70        11.54         6.37         9.68         9.03  \n",
       "2015-01-08        10.76        11.81         6.39         9.70         8.85  \n",
       "2015-01-09        10.47        11.73         6.30         9.58         8.61  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = get_price(get_industry_stocks('A01'), fields=('close',))['close']\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>000998.XSHE</th>\n",
       "      <th>002041.XSHE</th>\n",
       "      <th>002772.XSHE</th>\n",
       "      <th>300087.XSHE</th>\n",
       "      <th>300189.XSHE</th>\n",
       "      <th>300511.XSHE</th>\n",
       "      <th>600108.XSHG</th>\n",
       "      <th>600313.XSHG</th>\n",
       "      <th>600354.XSHG</th>\n",
       "      <th>600359.XSHG</th>\n",
       "      <th>600371.XSHG</th>\n",
       "      <th>600506.XSHG</th>\n",
       "      <th>600540.XSHG</th>\n",
       "      <th>600598.XSHG</th>\n",
       "      <th>601118.XSHG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2015-01-05</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-06</th>\n",
       "      <td>0.020576</td>\n",
       "      <td>0.016522</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.032500</td>\n",
       "      <td>0.025830</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.025237</td>\n",
       "      <td>0.026667</td>\n",
       "      <td>-0.006810</td>\n",
       "      <td>0.014652</td>\n",
       "      <td>0.016114</td>\n",
       "      <td>0.025596</td>\n",
       "      <td>0.017516</td>\n",
       "      <td>0.033191</td>\n",
       "      <td>0.030405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-07</th>\n",
       "      <td>-0.008065</td>\n",
       "      <td>-0.005418</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.012107</td>\n",
       "      <td>-0.007194</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.023590</td>\n",
       "      <td>0.017316</td>\n",
       "      <td>0.011429</td>\n",
       "      <td>-0.000903</td>\n",
       "      <td>-0.001866</td>\n",
       "      <td>-0.006885</td>\n",
       "      <td>-0.003130</td>\n",
       "      <td>0.003109</td>\n",
       "      <td>-0.013115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-08</th>\n",
       "      <td>0.027439</td>\n",
       "      <td>0.014008</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.024510</td>\n",
       "      <td>0.003623</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.021042</td>\n",
       "      <td>0.008511</td>\n",
       "      <td>0.004520</td>\n",
       "      <td>0.004517</td>\n",
       "      <td>0.005607</td>\n",
       "      <td>0.023397</td>\n",
       "      <td>0.003140</td>\n",
       "      <td>0.002066</td>\n",
       "      <td>-0.019934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-09</th>\n",
       "      <td>-0.017804</td>\n",
       "      <td>-0.012279</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.028708</td>\n",
       "      <td>-0.018051</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.036847</td>\n",
       "      <td>-0.031646</td>\n",
       "      <td>-0.032621</td>\n",
       "      <td>-0.028777</td>\n",
       "      <td>-0.026952</td>\n",
       "      <td>-0.006774</td>\n",
       "      <td>-0.014085</td>\n",
       "      <td>-0.012371</td>\n",
       "      <td>-0.027119</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            000998.XSHE  002041.XSHE  002772.XSHE  300087.XSHE  300189.XSHE  \\\n",
       "2015-01-05          NaN          NaN          NaN          NaN          NaN   \n",
       "2015-01-06     0.020576     0.016522          NaN     0.032500     0.025830   \n",
       "2015-01-07    -0.008065    -0.005418          NaN    -0.012107    -0.007194   \n",
       "2015-01-08     0.027439     0.014008          NaN     0.024510     0.003623   \n",
       "2015-01-09    -0.017804    -0.012279          NaN    -0.028708    -0.018051   \n",
       "\n",
       "            300511.XSHE  600108.XSHG  600313.XSHG  600354.XSHG  600359.XSHG  \\\n",
       "2015-01-05          NaN          NaN          NaN          NaN          NaN   \n",
       "2015-01-06          NaN     0.025237     0.026667    -0.006810     0.014652   \n",
       "2015-01-07          NaN     0.023590     0.017316     0.011429    -0.000903   \n",
       "2015-01-08          NaN    -0.021042     0.008511     0.004520     0.004517   \n",
       "2015-01-09          NaN    -0.036847    -0.031646    -0.032621    -0.028777   \n",
       "\n",
       "            600371.XSHG  600506.XSHG  600540.XSHG  600598.XSHG  601118.XSHG  \n",
       "2015-01-05          NaN          NaN          NaN          NaN          NaN  \n",
       "2015-01-06     0.016114     0.025596     0.017516     0.033191     0.030405  \n",
       "2015-01-07    -0.001866    -0.006885    -0.003130     0.003109    -0.013115  \n",
       "2015-01-08     0.005607     0.023397     0.003140     0.002066    -0.019934  \n",
       "2015-01-09    -0.026952    -0.006774    -0.014085    -0.012371    -0.027119  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rets = df/df.shift(1) - 1#shift起平移作用\n",
    "rets.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>000998.XSHE</th>\n",
       "      <th>002041.XSHE</th>\n",
       "      <th>002772.XSHE</th>\n",
       "      <th>300087.XSHE</th>\n",
       "      <th>300189.XSHE</th>\n",
       "      <th>300511.XSHE</th>\n",
       "      <th>600108.XSHG</th>\n",
       "      <th>600313.XSHG</th>\n",
       "      <th>600354.XSHG</th>\n",
       "      <th>600359.XSHG</th>\n",
       "      <th>600371.XSHG</th>\n",
       "      <th>600506.XSHG</th>\n",
       "      <th>600540.XSHG</th>\n",
       "      <th>600598.XSHG</th>\n",
       "      <th>601118.XSHG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [000998.XSHE, 002041.XSHE, 002772.XSHE, 300087.XSHE, 300189.XSHE, 300511.XSHE, 600108.XSHG, 600313.XSHG, 600354.XSHG, 600359.XSHG, 600371.XSHG, 600506.XSHG, 600540.XSHG, 600598.XSHG, 601118.XSHG]\n",
       "Index: []"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "returns = df.pct_change().dropna()\n",
    "returns.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# pandas.ols在0.20已被移除\n",
    "## 2 移动窗口回归\n",
    "# 使用普通最小二乘法(OLS)拟合曲线，得到回归系数及各类参数\n",
    "# y = returns['300087.XSHE']\n",
    "# x = returns.ix[:, ['300189.XSHE']]\n",
    "# model = pd.ols(y=y, x=x)\n",
    "# model\n",
    "# model = pd.ols(y=y, x=x, window=5)\n",
    "# model.beta.info()\n",
    "# model.beta['300189.XSHE'].plot()\n",
    "# 画出移动平均线、指数平滑移动平均线进行分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f20e9e4bad0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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cREREpG4qGIiIiJwil2Hw6+bDuFnNDOgUVut5BevWUrp3D949ehJ42Uiiw3xI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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f20e9563510>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = get_price(get_industry_stocks('A01'), fields=('close',))['close']\n",
    "plt.figure(figsize=[18,5])\n",
    "df['000998.XSHE'].plot()\n",
    "pd.rolling_mean(df['000998.XSHE'],20).plot(label='20 day moving average')\n",
    "pd.rolling_mean(df['000998.XSHE'],5).plot(label='5 day moving average')\n",
    "plt.legend(loc='best')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f20e9a59a90>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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0lOjoaBwOB23btsXf3x+A4cOH8/jjj5/1JllZhfUT7Z+AqmV1o7w1HOW2/iiX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O2f2lhEbj8EQaCspo/XjzbS7/QjATz+MCcre9i4KPWm7XfYG+THeypo6Iz9nQ4NB/jqPQUzNsgW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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f20e996f090>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = get_price(get_industry_stocks('A01'), fields=('close',))['close']\n",
    "plt.figure(figsize=[18,5])\n",
    "df['000998.XSHE'].plot()\n",
    "pd.rolling_mean(df['000998.XSHE'],20).plot(label='5 day moving average')\n",
    "pd.ewma(df['000998.XSHE'],5).plot(label='5 day exponential moving average')\n",
    "plt.legend(loc='best')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f20e9a7a2d0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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hYSFvvfU6Tz/9AoGBQXh4eLJ69S+YTCZstjxmzHiAhIQ4nnjiGQIDgxgy5Gam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\nU83q5djfehO5oZqom9bN6tinq90Zei8nRJvHPJ6u3XsZqCjHumwpC77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lmccKvgCAe7Cf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UEQsOts2HU2yhwfejGIkkjdwBl2tO6iur+e6v56Fjrncv+0u3EaHNdxxDLXm0RSZHdlB28cbEWn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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f20e9475f50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = get_price(get_industry_stocks('A01'), fields=('close',))['close']\n",
    "plt.figure(figsize=[18,5])\n",
    "df['000998.XSHE'].plot()\n",
    "pd.ewma(df['000998.XSHE'],20).plot(label='20 day exponential moving average')\n",
    "pd.ewma(df['000998.XSHE'],5).plot(label='5 day exponential moving average')\n",
    "plt.legend(loc='best')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
